Overview

Brought to you by YData

Dataset statistics

Number of variables	44
Number of observations	8899
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	150.0 B

Variable types

Numeric	12
Categorical	2
Boolean	30

Alerts

`estado_civil_CASADO` is highly overall correlated with `estado_civil_SOLTERO`	High correlation
`estado_civil_SOLTERO` is highly overall correlated with `estado_civil_CASADO`	High correlation
`estado_cliente_ACTIVO` is highly overall correlated with `estado_cliente_PASIVO` and 2 other fields	High correlation
`estado_cliente_PASIVO` is highly overall correlated with `estado_cliente_ACTIVO` and 2 other fields	High correlation
`falta_pago_N` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`falta_pago_Y` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`gastos_ult_12m` is highly overall correlated with `operaciones_ult_12m`	High correlation
`genero_F` is highly overall correlated with `genero_M`	High correlation
`genero_M` is highly overall correlated with `genero_F`	High correlation
`importe_solicitado` is highly overall correlated with `pct_ingreso`	High correlation
`limite_credito_tc` is highly overall correlated with `nivel_tarjeta_Blue`	High correlation
`nivel_tarjeta_Blue` is highly overall correlated with `limite_credito_tc` and 1 other fields	High correlation
`nivel_tarjeta_Silver` is highly overall correlated with `nivel_tarjeta_Blue`	High correlation
`operaciones_ult_12m` is highly overall correlated with `gastos_ult_12m`	High correlation
`pct_ingreso` is highly overall correlated with `importe_solicitado`	High correlation
`situacion_vivienda_ALQUILER` is highly overall correlated with `situacion_vivienda_HIPOTECA`	High correlation
`situacion_vivienda_HIPOTECA` is highly overall correlated with `situacion_vivienda_ALQUILER`	High correlation
`tasa_interes` is highly overall correlated with `falta_pago_N` and 1 other fields	High correlation
`situacion_vivienda_OTROS` is highly imbalanced (96.3%)	Imbalance
`situacion_vivienda_PROPIA` is highly imbalanced (63.7%)	Imbalance
`objetivo_credito_MEJORAS_HOGAR` is highly imbalanced (57.5%)	Imbalance
`estado_civil_DESCONOCIDO` is highly imbalanced (62.1%)	Imbalance
`estado_civil_DIVORCIADO` is highly imbalanced (61.7%)	Imbalance
`nivel_educativo_POSGRADO_COMPLETO` is highly imbalanced (72.9%)	Imbalance
`nivel_educativo_POSGRADO_INCOMPLETO` is highly imbalanced (70.6%)	Imbalance
`nivel_tarjeta_Blue` is highly imbalanced (64.2%)	Imbalance
`nivel_tarjeta_Gold` is highly imbalanced (90.8%)	Imbalance
`nivel_tarjeta_Platinum` is highly imbalanced (97.8%)	Imbalance
`nivel_tarjeta_Silver` is highly imbalanced (69.6%)	Imbalance
`id_cliente` has unique values	Unique
`antiguedad_empleado` has 1282 (14.4%) zeros	Zeros
`personas_a_cargo` has 787 (8.8%) zeros	Zeros

Reproduction

Analysis started	2025-05-13 22:34:46.336249
Analysis finished	2025-05-13 22:35:01.411072
Duration	15.07 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

id_cliente
Real number (ℝ)

Unique

Distinct	8899
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3913216 × 10⁸

Minimum	7.0808208 × 10⁸
Maximum	8.2834308 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	7.0808208 × 10⁸
5-th percentile	7.0909773 × 10⁸
Q1	7.1299492 × 10⁸
median	7.1794751 × 10⁸
Q3	7.7289596 × 10⁸
95-th percentile	8.1446105 × 10⁸
Maximum	8.2834308 × 10⁸
Range	1.20261 × 10⁸
Interquartile range (IQR)	59901038

Descriptive statistics

Standard deviation	36874783
Coefficient of variation (CV)	0.049889296
Kurtosis	-0.60717097
Mean	7.3913216 × 10⁸
Median Absolute Deviation (MAD)	6414450
Skewness	0.99743918
Sum	6.5775371 × 10¹²
Variance	1.3597496 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
716893683	1	< 0.1%
713061558	1	< 0.1%
768805383	1	< 0.1%
713924283	1	< 0.1%
710734308	1	< 0.1%
718225683	1	< 0.1%
780613758	1	< 0.1%
709646433	1	< 0.1%
715474083	1	< 0.1%
720608658	1	< 0.1%
Other values (8889)	8889	99.9%

Value	Count	Frequency (%)
708082083	1	< 0.1%
708083283	1	< 0.1%
708084558	1	< 0.1%
708085458	1	< 0.1%
708086958	1	< 0.1%
708095133	1	< 0.1%
708098133	1	< 0.1%
708099183	1	< 0.1%
708100533	1	< 0.1%
708103608	1	< 0.1%

Value	Count	Frequency (%)
828343083	1	< 0.1%
828298908	1	< 0.1%
828294933	1	< 0.1%
828291858	1	< 0.1%
828288333	1	< 0.1%
828281733	1	< 0.1%
828236133	1	< 0.1%
828227433	1	< 0.1%
828215508	1	< 0.1%
827968383	1	< 0.1%

edad
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.538712

Minimum	20
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	20
5-th percentile	21
Q1	22
median	23
Q3	25
95-th percentile	26
Maximum	26
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.5119741
Coefficient of variation (CV)	0.064233512
Kurtosis	-1.0417363
Mean	23.538712
Median Absolute Deviation (MAD)	1
Skewness	0.10791405
Sum	209471
Variance	2.2860658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
22	1941	21.8%
23	1926	21.6%
24	1700	19.1%
25	1445	16.2%
26	1185	13.3%
21	696	7.8%
20	6	0.1%

Value	Count	Frequency (%)
20	6	0.1%
21	696	7.8%
22	1941	21.8%
23	1926	21.6%
24	1700	19.1%
25	1445	16.2%
26	1185	13.3%

Value	Count	Frequency (%)
26	1185	13.3%
25	1445	16.2%
24	1700	19.1%
23	1926	21.6%
22	1941	21.8%
21	696	7.8%
20	6	0.1%

importe_solicitado
Real number (ℝ)

High correlation

Distinct	487
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8179.8264

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	500
5-th percentile	2000
Q1	4500
median	6500
Q3	10000
95-th percentile	20000
Maximum	35000
Range	34500
Interquartile range (IQR)	5500

Descriptive statistics

Standard deviation	5763.5566
Coefficient of variation (CV)	0.70460623
Kurtosis	2.3548226
Mean	8179.8264
Median Absolute Deviation (MAD)	2500
Skewness	1.52743
Sum	72792275
Variance	33218585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	693	7.8%
6000	641	7.2%
8000	501	5.6%
7000	391	4.4%
4000	386	4.3%
10000	334	3.8%
3000	325	3.7%
20000	253	2.8%
12000	228	2.6%
9000	221	2.5%
Other values (477)	4926	55.4%

Value	Count	Frequency (%)
500	3	< 0.1%
700	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
1000	122	1.4%
1050	1	< 0.1%
1100	1	< 0.1%
1150	1	< 0.1%
1200	60	0.7%

Value	Count	Frequency (%)
35000	20	0.2%
34800	1	< 0.1%
34000	1	< 0.1%
33950	1	< 0.1%
33000	1	< 0.1%
32500	1	< 0.1%
32000	1	< 0.1%
31300	1	< 0.1%
31050	1	< 0.1%
30000	19	0.2%

duracion_credito
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	139.0 KiB

2	3000
3	2950
4	2949

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8899
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	3
4th row	2
5th row	4

Common Values

Value	Count	Frequency (%)
2	3000	33.7%
3	2950	33.1%
4	2949	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	3000	33.7%
3	2950	33.1%
4	2949	33.1%

Most occurring characters

Value	Count	Frequency (%)
2	3000	33.7%
3	2950	33.1%
4	2949	33.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8899	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	3000	33.7%
3	2950	33.1%
4	2949	33.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8899	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	3000	33.7%
3	2950	33.1%
4	2949	33.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8899	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	3000	33.7%
3	2950	33.1%
4	2949	33.1%

antiguedad_empleado
Real number (ℝ)

Zeros

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9279694

Minimum	0
Maximum	123
Zeros	1282
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	123
Range	123
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.3577577
Coefficient of variation (CV)	0.85483295
Kurtosis	353.76304
Mean	3.9279694
Median Absolute Deviation (MAD)	2
Skewness	10.206277
Sum	34955
Variance	11.274537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	1282	14.4%
2	1160	13.0%
3	1040	11.7%
5	967	10.9%
6	922	10.4%
1	913	10.3%
4	771	8.7%
7	706	7.9%
8	526	5.9%
9	368	4.1%
Other values (3)	244	2.7%

Value	Count	Frequency (%)
0	1282	14.4%
1	913	10.3%
2	1160	13.0%
3	1040	11.7%
4	771	8.7%
5	967	10.9%
6	922	10.4%
7	706	7.9%
8	526	5.9%
9	368	4.1%

Value	Count	Frequency (%)
123	2	< 0.1%
11	23	0.3%
10	219	2.5%
9	368	4.1%
8	526	5.9%
7	706	7.9%
6	922	10.4%
5	967	10.9%
4	771	8.7%
3	1040	11.7%

ingresos
Real number (ℝ)

Distinct	1624
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50870.628

Minimum	9600
Maximum	500000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	9600
5-th percentile	20400
Q1	34000
median	47000
Q3	60000
95-th percentile	97000
Maximum	500000
Range	490400
Interquartile range (IQR)	26000

Descriptive statistics

Standard deviation	28858.574
Coefficient of variation (CV)	0.56729345
Kurtosis	20.989299
Mean	50870.628
Median Absolute Deviation (MAD)	13000
Skewness	3.3396389
Sum	4.5269772 × 10⁸
Variance	8.3281729 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	386	4.3%
30000	313	3.5%
50000	304	3.4%
40000	242	2.7%
45000	217	2.4%
55000	201	2.3%
65000	197	2.2%
48000	194	2.2%
36000	185	2.1%
42000	176	2.0%
Other values (1614)	6484	72.9%

Value	Count	Frequency (%)
9600	4	< 0.1%
9840	1	< 0.1%
9900	1	< 0.1%
9960	1	< 0.1%
10000	10	0.1%
10560	1	< 0.1%
10668	1	< 0.1%
10800	3	< 0.1%
10980	1	< 0.1%
11000	3	< 0.1%

Value	Count	Frequency (%)
500000	1	< 0.1%
306000	1	< 0.1%
300000	6	0.1%
287000	1	< 0.1%
280000	1	< 0.1%
277104	1	< 0.1%
275000	1	< 0.1%
260000	1	< 0.1%
259000	1	< 0.1%
255000	1	< 0.1%

pct_ingreso
Real number (ℝ)

High correlation

Distinct	72
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17605012

Minimum	0.01
Maximum	0.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.04
Q1	0.09
median	0.15
Q3	0.23
95-th percentile	0.39
Maximum	0.83
Range	0.82
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.10953541
Coefficient of variation (CV)	0.62218312
Kurtosis	1.4725476
Mean	0.17605012
Median Absolute Deviation (MAD)	0.07
Skewness	1.1242688
Sum	1566.67
Variance	0.011998006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	464	5.2%
0.13	406	4.6%
0.09	391	4.4%
0.11	387	4.3%
0.08	386	4.3%
0.15	380	4.3%
0.12	352	4.0%
0.14	348	3.9%
0.07	346	3.9%
0.17	335	3.8%
Other values (62)	5104	57.4%

Value	Count	Frequency (%)
0.01	17	0.2%
0.02	81	0.9%
0.03	198	2.2%
0.04	249	2.8%
0.05	262	2.9%
0.06	304	3.4%
0.07	346	3.9%
0.08	386	4.3%
0.09	391	4.4%
0.1	464	5.2%

Value	Count	Frequency (%)
0.83	1	< 0.1%
0.77	2	< 0.1%
0.72	1	< 0.1%
0.71	2	< 0.1%
0.7	1	< 0.1%
0.69	2	< 0.1%
0.68	1	< 0.1%
0.67	1	< 0.1%
0.65	2	< 0.1%
0.64	3	< 0.1%

tasa_interes
Real number (ℝ)

High correlation

Distinct	306
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.017559

Minimum	5.42
Maximum	22.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.9
median	10.99
Q3	13.47
95-th percentile	16.29
Maximum	22.11
Range	16.69
Interquartile range (IQR)	5.57

Descriptive statistics

Standard deviation	3.1948187
Coefficient of variation (CV)	0.28997518
Kurtosis	-0.70367237
Mean	11.017559
Median Absolute Deviation (MAD)	2.5
Skewness	0.18583708
Sum	98045.26
Variance	10.206867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	252	2.8%
7.51	229	2.6%
7.9	189	2.1%
7.49	187	2.1%
7.88	174	2.0%
5.42	171	1.9%
9.99	149	1.7%
11.49	143	1.6%
13.49	132	1.5%
11.71	132	1.5%
Other values (296)	7141	80.2%

Value	Count	Frequency (%)
5.42	171	1.9%
5.79	106	1.2%
5.99	112	1.3%
6	6	0.1%
6.03	121	1.4%
6.17	59	0.7%
6.39	14	0.2%
6.54	72	0.8%
6.62	116	1.3%
6.76	61	0.7%

Value	Count	Frequency (%)
22.11	1	< 0.1%
21.74	2	< 0.1%
21.36	1	< 0.1%
21.27	1	< 0.1%
21.21	1	< 0.1%
20.89	2	< 0.1%
20.62	1	< 0.1%
20.3	2	< 0.1%
20.25	1	< 0.1%
20.2	1	< 0.1%

estado_credito
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	139.0 KiB

0	6716
1	2183

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8899
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	6716	75.5%
1	2183	24.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6716	75.5%
1	2183	24.5%

Most occurring characters

Value	Count	Frequency (%)
0	6716	75.5%
1	2183	24.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8899	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6716	75.5%
1	2183	24.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8899	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6716	75.5%
1	2183	24.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8899	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6716	75.5%
1	2183	24.5%

antiguedad_cliente
Real number (ℝ)

Distinct	44
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.892347

Minimum	13
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	13
5-th percentile	22
Q1	31
median	36
Q3	40
95-th percentile	50
Maximum	56
Range	43
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.99139
Coefficient of variation (CV)	0.22264885
Kurtosis	0.41415362
Mean	35.892347
Median Absolute Deviation (MAD)	4
Skewness	-0.10311164
Sum	319406
Variance	63.862314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
36	2131	23.9%
37	316	3.6%
34	313	3.5%
38	306	3.4%
40	304	3.4%
39	303	3.4%
31	296	3.3%
33	278	3.1%
35	275	3.1%
30	262	2.9%
Other values (34)	4115	46.2%

Value	Count	Frequency (%)
13	63	0.7%
14	15	0.2%
15	29	0.3%
16	28	0.3%
17	35	0.4%
18	49	0.6%
19	55	0.6%
20	68	0.8%
21	75	0.8%
22	93	1.0%

Value	Count	Frequency (%)
56	94	1.1%
55	36	0.4%
54	47	0.5%
53	65	0.7%
52	56	0.6%
51	70	0.8%
50	84	0.9%
49	127	1.4%
48	136	1.5%
47	145	1.6%

gastos_ult_12m
Real number (ℝ)

High correlation

Distinct	4725
Distinct (%)	53.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4426.347

Minimum	510
Maximum	18484
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	510
5-th percentile	1289
Q1	2163.5
median	3912
Q3	4747
95-th percentile	14230
Maximum	18484
Range	17974
Interquartile range (IQR)	2583.5

Descriptive statistics

Standard deviation	3425.23
Coefficient of variation (CV)	0.77382773
Kurtosis	3.8141479
Mean	4426.347
Median Absolute Deviation (MAD)	1314
Skewness	2.0311225
Sum	39390062
Variance	11732201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4253	10	0.1%
4509	10	0.1%
4518	9	0.1%
2229	9	0.1%
4077	8	0.1%
4042	8	0.1%
4037	8	0.1%
4313	8	0.1%
4275	8	0.1%
4220	8	0.1%
Other values (4715)	8813	99.0%

Value	Count	Frequency (%)
510	1	< 0.1%
530	1	< 0.1%
563	1	< 0.1%
569	1	< 0.1%
594	1	< 0.1%
596	1	< 0.1%
597	1	< 0.1%
615	1	< 0.1%
643	1	< 0.1%
644	1	< 0.1%

Value	Count	Frequency (%)
18484	1	< 0.1%
17995	1	< 0.1%
17744	1	< 0.1%
17634	1	< 0.1%
17628	1	< 0.1%
17498	1	< 0.1%
17437	1	< 0.1%
17390	1	< 0.1%
17350	1	< 0.1%
17258	1	< 0.1%

limite_credito_tc
Real number (ℝ)

High correlation

Distinct	5677
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8609.6616

Minimum	1438.3
Maximum	34516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	1438.3
5-th percentile	1438.3
Q1	2545.5
median	4542
Q3	11059.5
95-th percentile	34516
Maximum	34516
Range	33077.7
Interquartile range (IQR)	8514

Descriptive statistics

Standard deviation	9067.7437
Coefficient of variation (CV)	1.0532056
Kurtosis	1.8372681
Mean	8609.6616
Median Absolute Deviation (MAD)	2598
Skewness	1.6714343
Sum	76617379
Variance	82223976
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	453	5.1%
34516	449	5.0%
15987	18	0.2%
9959	14	0.2%
23981	11	0.1%
6224	11	0.1%
2490	10	0.1%
3735	10	0.1%
7469	9	0.1%
14938	7	0.1%
Other values (5667)	7907	88.9%

Value	Count	Frequency (%)
1438.3	453	5.1%
1439	2	< 0.1%
1440	1	< 0.1%
1441	2	< 0.1%
1442	1	< 0.1%
1443	3	< 0.1%
1446	1	< 0.1%
1449	2	< 0.1%
1451	2	< 0.1%
1452	2	< 0.1%

Value	Count	Frequency (%)
34516	449	5.0%
34496	1	< 0.1%
34458	1	< 0.1%
34427	1	< 0.1%
34198	1	< 0.1%
34173	1	< 0.1%
34162	1	< 0.1%
34140	1	< 0.1%
34058	1	< 0.1%
33996	1	< 0.1%

operaciones_ult_12m
Real number (ℝ)

High correlation

Distinct	125
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.970334

Minimum	10
Maximum	139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	10
5-th percentile	28
Q1	45
median	67
Q3	81
95-th percentile	106
Maximum	139
Range	129
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	23.52697
Coefficient of variation (CV)	0.36211866
Kurtosis	-0.35911075
Mean	64.970334
Median Absolute Deviation (MAD)	17
Skewness	0.15413611
Sum	578171
Variance	553.51834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	185	2.1%
81	181	2.0%
71	180	2.0%
75	180	2.0%
76	173	1.9%
78	173	1.9%
82	172	1.9%
77	172	1.9%
70	166	1.9%
67	163	1.8%
Other values (115)	7154	80.4%

Value	Count	Frequency (%)
10	3	< 0.1%
11	2	< 0.1%
12	4	< 0.1%
13	5	0.1%
14	8	0.1%
15	12	0.1%
16	12	0.1%
17	12	0.1%
18	21	0.2%
19	10	0.1%

Value	Count	Frequency (%)
139	1	< 0.1%
138	1	< 0.1%
134	1	< 0.1%
131	6	0.1%
130	5	0.1%
129	5	0.1%
128	9	0.1%
127	10	0.1%
126	10	0.1%
125	12	0.1%

personas_a_cargo
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3527363

Minimum	0
Maximum	5
Zeros	787
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	139.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3007839
Coefficient of variation (CV)	0.55288131
Kurtosis	-0.6889067
Mean	2.3527363
Median Absolute Deviation (MAD)	1
Skewness	-0.021843935
Sum	20937
Variance	1.6920388
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	2393	26.9%
2	2324	26.1%
1	1616	18.2%
4	1401	15.7%
0	787	8.8%
5	378	4.2%

Value	Count	Frequency (%)
0	787	8.8%
1	1616	18.2%
2	2324	26.1%
3	2393	26.9%
4	1401	15.7%
5	378	4.2%

Value	Count	Frequency (%)
5	378	4.2%
4	1401	15.7%
3	2393	26.9%
2	2324	26.1%
1	1616	18.2%
0	787	8.8%

situacion_vivienda_ALQUILER
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

True	5439
False	3460

Value	Count	Frequency (%)
True	5439	61.1%
False	3460	38.9%

situacion_vivienda_HIPOTECA
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	6090
True	2809

Value	Count	Frequency (%)
False	6090	68.4%
True	2809	31.6%

situacion_vivienda_OTROS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8864
True	35

Value	Count	Frequency (%)
False	8864	99.6%
True	35	0.4%

situacion_vivienda_PROPIA
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8283
True	616

Value	Count	Frequency (%)
False	8283	93.1%
True	616	6.9%

objetivo_credito_EDUCACIÓN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	6830
True	2069

Value	Count	Frequency (%)
False	6830	76.8%
True	2069	23.2%

objetivo_credito_INVERSIONES
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	7379
True	1520

Value	Count	Frequency (%)
False	7379	82.9%
True	1520	17.1%

objetivo_credito_MEJORAS_HOGAR
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8128
True	771

Value	Count	Frequency (%)
False	8128	91.3%
True	771	8.7%

objetivo_credito_PAGO_DEUDAS
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	7435
True	1464

Value	Count	Frequency (%)
False	7435	83.5%
True	1464	16.5%

objetivo_credito_PERSONAL
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	7439
True	1460

Value	Count	Frequency (%)
False	7439	83.6%
True	1460	16.4%

objetivo_credito_SALUD
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	7284
True	1615

Value	Count	Frequency (%)
False	7284	81.9%
True	1615	18.1%

falta_pago_N
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

True	7334
False	1565

Value	Count	Frequency (%)
True	7334	82.4%
False	1565	17.6%

falta_pago_Y
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	7334
True	1565

Value	Count	Frequency (%)
False	7334	82.4%
True	1565	17.6%

estado_civil_CASADO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	4793
True	4106

Value	Count	Frequency (%)
False	4793	53.9%
True	4106	46.1%

estado_civil_DESCONOCIDO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8245
True	654

Value	Count	Frequency (%)
False	8245	92.7%
True	654	7.3%

estado_civil_DIVORCIADO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8234
True	665

Value	Count	Frequency (%)
False	8234	92.5%
True	665	7.5%

estado_civil_SOLTERO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	5425
True	3474

Value	Count	Frequency (%)
False	5425	61.0%
True	3474	39.0%

estado_cliente_ACTIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

True	7449
False	1450

Value	Count	Frequency (%)
True	7449	83.7%
False	1450	16.3%

estado_cliente_PASIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	7449
True	1450

Value	Count	Frequency (%)
False	7449	83.7%
True	1450	16.3%

genero_F
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

True	4729
False	4170

Value	Count	Frequency (%)
True	4729	53.1%
False	4170	46.9%

genero_M
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	4729
True	4170

Value	Count	Frequency (%)
False	4729	53.1%
True	4170	46.9%

nivel_educativo_DESCONOCIDO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	7583
True	1316

Value	Count	Frequency (%)
False	7583	85.2%
True	1316	14.8%

nivel_educativo_POSGRADO_COMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8486
True	413

Value	Count	Frequency (%)
False	8486	95.4%
True	413	4.6%

nivel_educativo_POSGRADO_INCOMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8438
True	461

Value	Count	Frequency (%)
False	8438	94.8%
True	461	5.2%

nivel_educativo_SECUNDARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	7133
True	1766

Value	Count	Frequency (%)
False	7133	80.2%
True	1766	19.8%

nivel_educativo_UNIVERSITARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	6154
True	2745

Value	Count	Frequency (%)
False	6154	69.2%
True	2745	30.8%

nivel_educativo_UNIVERSITARIO_INCOMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	6701
True	2198

Value	Count	Frequency (%)
False	6701	75.3%
True	2198	24.7%

nivel_tarjeta_Blue
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

True	8294
False	605

Value	Count	Frequency (%)
True	8294	93.2%
False	605	6.8%

nivel_tarjeta_Gold
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8795
True	104

Value	Count	Frequency (%)
False	8795	98.8%
True	104	1.2%

nivel_tarjeta_Platinum
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8880
True	19

Value	Count	Frequency (%)
False	8880	99.8%
True	19	0.2%

nivel_tarjeta_Silver
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

False	8417
True	482

Value	Count	Frequency (%)
False	8417	94.6%
True	482	5.4%

Interactions

Correlations

	antiguedad_cliente	antiguedad_empleado	duracion_credito	edad	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	estado_credito	falta_pago_N	falta_pago_Y	gastos_ult_12m	genero_F	genero_M	id_cliente	importe_solicitado	ingresos	limite_credito_tc	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	nivel_tarjeta_Blue	nivel_tarjeta_Gold	nivel_tarjeta_Platinum	nivel_tarjeta_Silver	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	operaciones_ult_12m	pct_ingreso	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	tasa_interes
antiguedad_cliente	1.000	-0.002	0.000	-0.001	0.048	0.035	0.041	0.051	0.032	0.032	0.026	0.050	0.050	-0.025	0.019	0.019	0.112	0.039	0.012	0.009	0.000	0.021	0.029	0.000	0.024	0.010	0.029	0.019	0.000	0.008	0.000	0.000	0.013	0.032	0.017	0.000	-0.037	0.035	-0.115	0.030	0.034	0.000	0.000	0.008
antiguedad_empleado	-0.002	1.000	0.000	0.110	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.064	0.000	0.000	0.003	0.120	0.190	-0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.058	-0.005	-0.003	0.000	0.000	0.000	0.000	-0.065
duracion_credito	0.000	0.000	1.000	0.006	0.000	0.000	0.014	0.000	0.003	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.022	0.000	0.003	0.007	0.008	0.016	0.000	0.000	0.033	0.024	0.020	0.000	0.000	0.021	0.000	0.004	0.010	0.012	0.023	0.022	0.000	0.000	0.016	0.006	0.012	0.000	0.000	0.016
edad	-0.001	0.110	0.006	1.000	0.016	0.000	0.013	0.006	0.014	0.014	0.042	0.000	0.000	0.009	0.000	0.000	-0.023	0.077	0.156	0.012	0.000	0.000	0.014	0.000	0.000	0.000	0.018	0.000	0.016	0.021	0.159	0.011	0.202	0.002	0.010	0.039	0.007	-0.038	0.000	0.000	0.023	0.023	0.024	0.005
estado_civil_CASADO	0.048	0.000	0.000	0.016	1.000	0.260	0.262	0.740	0.025	0.025	0.042	0.000	0.000	0.175	0.000	0.000	0.000	0.091	0.022	0.062	0.005	0.000	0.000	0.000	0.013	0.013	0.051	0.017	0.003	0.043	0.019	0.014	0.010	0.000	0.000	0.000	0.170	0.057	0.022	0.016	0.014	0.008	0.000	0.000
estado_civil_DESCONOCIDO	0.035	0.000	0.000	0.000	0.260	1.000	0.079	0.225	0.000	0.000	0.019	0.000	0.000	0.055	0.011	0.011	0.014	0.042	0.033	0.015	0.000	0.000	0.007	0.000	0.000	0.000	0.018	0.011	0.000	0.008	0.005	0.000	0.000	0.000	0.000	0.000	0.029	0.003	0.039	0.013	0.003	0.000	0.000	0.009
estado_civil_DIVORCIADO	0.041	0.000	0.014	0.013	0.262	0.079	1.000	0.227	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.000	0.000	0.000	0.000	0.020	0.016	0.000	0.000	0.010	0.000	0.034	0.000	0.008	0.000	0.000	0.000	0.019	0.000	0.000	0.000	0.000	0.039	0.000	0.030	0.000	0.000	0.000	0.000	0.025
estado_civil_SOLTERO	0.051	0.000	0.000	0.006	0.740	0.225	0.227	1.000	0.017	0.017	0.031	0.000	0.000	0.141	0.014	0.014	0.000	0.069	0.007	0.032	0.021	0.000	0.000	0.000	0.005	0.000	0.041	0.016	0.000	0.033	0.007	0.000	0.015	0.000	0.000	0.005	0.140	0.038	0.038	0.022	0.017	0.000	0.000	0.000
estado_cliente_ACTIVO	0.032	0.000	0.003	0.014	0.025	0.000	0.000	0.017	1.000	1.000	0.118	0.549	0.549	0.329	0.032	0.032	0.048	0.107	0.018	0.036	0.006	0.030	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.016	0.000	0.024	0.000	0.000	0.000	0.458	0.039	0.020	0.053	0.054	0.000	0.000	0.318
estado_cliente_PASIVO	0.032	0.000	0.003	0.014	0.025	0.000	0.000	0.017	1.000	1.000	0.118	0.549	0.549	0.329	0.032	0.032	0.048	0.107	0.018	0.036	0.006	0.030	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.016	0.000	0.024	0.000	0.000	0.000	0.458	0.039	0.020	0.053	0.054	0.000	0.000	0.318
estado_credito	0.026	0.000	0.000	0.042	0.042	0.019	0.000	0.031	0.118	0.118	1.000	0.190	0.190	0.233	0.025	0.025	0.019	0.210	0.118	0.000	0.000	0.004	0.008	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.095	0.064	0.112	0.061	0.014	0.041	0.241	0.401	0.000	0.206	0.165	0.022	0.099	0.382
falta_pago_N	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.549	0.549	0.190	1.000	1.000	0.260	0.000	0.000	0.029	0.056	0.000	0.030	0.000	0.000	0.000	0.007	0.003	0.000	0.000	0.000	0.000	0.000	0.014	0.017	0.048	0.003	0.000	0.000	0.323	0.039	0.016	0.072	0.074	0.012	0.000	0.561
falta_pago_Y	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.549	0.549	0.190	1.000	1.000	0.260	0.000	0.000	0.029	0.056	0.000	0.030	0.000	0.000	0.000	0.007	0.003	0.000	0.000	0.000	0.000	0.000	0.014	0.017	0.048	0.003	0.000	0.000	0.323	0.039	0.016	0.072	0.074	0.012	0.000	0.561
gastos_ult_12m	-0.025	0.064	0.000	0.009	0.175	0.055	0.039	0.141	0.329	0.329	0.233	0.260	0.260	1.000	0.247	0.247	-0.000	0.033	0.158	0.027	0.021	0.012	0.000	0.043	0.000	0.000	0.243	0.155	0.075	0.195	0.012	0.011	0.000	0.000	0.000	0.000	0.879	-0.073	0.059	0.151	0.180	0.000	0.038	-0.187
genero_F	0.019	0.000	0.000	0.000	0.000	0.011	0.000	0.014	0.032	0.032	0.025	0.000	0.000	0.247	1.000	1.000	0.000	0.171	0.113	0.442	0.000	0.007	0.000	0.013	0.000	0.000	0.084	0.038	0.000	0.074	0.008	0.000	0.000	0.000	0.000	0.007	0.168	0.068	0.000	0.039	0.041	0.000	0.000	0.005
genero_M	0.019	0.000	0.000	0.000	0.000	0.011	0.000	0.014	0.032	0.032	0.025	0.000	0.000	0.247	1.000	1.000	0.000	0.171	0.113	0.442	0.000	0.007	0.000	0.013	0.000	0.000	0.084	0.038	0.000	0.074	0.008	0.000	0.000	0.000	0.000	0.007	0.168	0.068	0.000	0.039	0.041	0.000	0.000	0.005
id_cliente	0.112	0.003	0.022	-0.023	0.000	0.014	0.000	0.000	0.048	0.048	0.019	0.029	0.029	-0.000	0.000	0.000	1.000	-0.010	-0.000	0.016	0.013	0.000	0.000	0.008	0.021	0.000	0.010	0.000	0.000	0.013	0.037	0.000	0.000	0.000	0.039	0.024	0.006	-0.008	-0.008	0.030	0.027	0.000	0.000	-0.026
importe_solicitado	0.039	0.120	0.000	0.077	0.091	0.042	0.000	0.069	0.107	0.107	0.210	0.056	0.056	0.033	0.171	0.171	-0.010	1.000	0.348	0.039	0.027	0.005	0.000	0.000	0.021	0.000	0.080	0.035	0.016	0.066	0.000	0.017	0.031	0.000	0.000	0.045	-0.000	0.739	0.031	0.190	0.168	0.011	0.056	0.073
ingresos	0.012	0.190	0.003	0.156	0.022	0.033	0.000	0.007	0.018	0.018	0.118	0.000	0.000	0.158	0.113	0.113	-0.000	0.348	1.000	0.038	0.015	0.000	0.000	0.025	0.000	0.015	0.092	0.055	0.027	0.067	0.000	0.021	0.058	0.044	0.020	0.034	0.130	-0.296	0.019	0.156	0.120	0.000	0.086	-0.026
limite_credito_tc	0.009	-0.004	0.007	0.012	0.062	0.015	0.020	0.032	0.036	0.036	0.000	0.030	0.030	0.027	0.442	0.442	0.016	0.039	0.038	1.000	0.000	0.007	0.000	0.000	0.000	0.018	0.559	0.288	0.135	0.475	0.023	0.000	0.000	0.000	0.006	0.000	0.030	0.020	0.049	0.000	0.022	0.000	0.012	0.004
nivel_educativo_DESCONOCIDO	0.000	0.000	0.008	0.000	0.005	0.000	0.016	0.021	0.006	0.006	0.000	0.000	0.000	0.021	0.000	0.000	0.013	0.027	0.015	0.000	1.000	0.091	0.096	0.207	0.278	0.238	0.000	0.000	0.000	0.000	0.000	0.000	0.023	0.019	0.000	0.000	0.000	0.000	0.028	0.011	0.000	0.000	0.015	0.000
nivel_educativo_POSGRADO_COMPLETO	0.021	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.030	0.030	0.004	0.000	0.000	0.012	0.007	0.007	0.000	0.005	0.000	0.007	0.091	1.000	0.049	0.109	0.146	0.125	0.000	0.000	0.000	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.035	0.018	0.000	0.000	0.000	0.000	0.000	0.012
nivel_educativo_POSGRADO_INCOMPLETO	0.029	0.000	0.000	0.014	0.000	0.007	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.049	1.000	0.115	0.155	0.133	0.000	0.000	0.013	0.000	0.000	0.017	0.005	0.000	0.007	0.000	0.000	0.019	0.012	0.000	0.000	0.000	0.004	0.000
nivel_educativo_SECUNDARIO_COMPLETO	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.005	0.005	0.008	0.007	0.007	0.043	0.013	0.013	0.008	0.000	0.025	0.000	0.207	0.109	0.115	1.000	0.332	0.284	0.007	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.017	0.000	0.000	0.010	0.006	0.000	0.000	0.000	0.011
nivel_educativo_UNIVERSITARIO_COMPLETO	0.024	0.000	0.033	0.000	0.013	0.000	0.000	0.005	0.000	0.000	0.000	0.003	0.003	0.000	0.000	0.000	0.021	0.021	0.000	0.000	0.278	0.146	0.155	0.332	1.000	0.382	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.015	0.000	0.005	0.000	0.000	0.012	0.000
nivel_educativo_UNIVERSITARIO_INCOMPLETO	0.010	0.000	0.024	0.000	0.013	0.000	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.015	0.018	0.238	0.125	0.133	0.284	0.382	1.000	0.000	0.000	0.006	0.000	0.014	0.000	0.006	0.000	0.000	0.005	0.000	0.011	0.016	0.005	0.003	0.000	0.000	0.000
nivel_tarjeta_Blue	0.029	0.000	0.020	0.018	0.051	0.018	0.000	0.041	0.000	0.000	0.000	0.000	0.000	0.243	0.084	0.084	0.010	0.080	0.092	0.559	0.000	0.000	0.000	0.007	0.000	0.000	1.000	0.400	0.166	0.885	0.000	0.000	0.000	0.000	0.000	0.000	0.175	0.000	0.030	0.017	0.025	0.000	0.004	0.000
nivel_tarjeta_Gold	0.019	0.000	0.000	0.000	0.017	0.011	0.008	0.016	0.000	0.000	0.000	0.000	0.000	0.155	0.038	0.038	0.000	0.035	0.055	0.288	0.000	0.000	0.000	0.000	0.000	0.000	0.400	1.000	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.000	0.091	0.000	0.029	0.000	0.007	0.000	0.003	0.019
nivel_tarjeta_Platinum	0.000	0.000	0.000	0.016	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.075	0.000	0.000	0.000	0.016	0.027	0.135	0.000	0.000	0.013	0.009	0.000	0.006	0.166	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.060	0.000	0.000	0.000	0.000	0.000	0.000	0.000
nivel_tarjeta_Silver	0.008	0.000	0.021	0.021	0.043	0.008	0.000	0.033	0.000	0.000	0.000	0.000	0.000	0.195	0.074	0.074	0.013	0.066	0.067	0.475	0.000	0.000	0.000	0.000	0.000	0.000	0.885	0.021	0.000	1.000	0.000	0.000	0.000	0.000	0.004	0.000	0.139	0.000	0.014	0.016	0.019	0.000	0.000	0.000
objetivo_credito_EDUCACIÓN	0.000	0.000	0.000	0.159	0.019	0.005	0.000	0.007	0.016	0.016	0.095	0.014	0.014	0.012	0.008	0.008	0.037	0.000	0.000	0.023	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	1.000	0.249	0.169	0.244	0.243	0.259	0.000	0.025	0.000	0.000	0.000	0.000	0.000	0.035
objetivo_credito_INVERSIONES	0.000	0.000	0.004	0.011	0.014	0.000	0.019	0.000	0.000	0.000	0.064	0.017	0.017	0.011	0.000	0.000	0.000	0.017	0.021	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.249	1.000	0.139	0.201	0.200	0.213	0.000	0.005	0.000	0.045	0.000	0.000	0.091	0.030
objetivo_credito_MEJORAS_HOGAR	0.013	0.000	0.010	0.202	0.010	0.000	0.000	0.015	0.024	0.024	0.112	0.048	0.048	0.000	0.000	0.000	0.000	0.031	0.058	0.000	0.023	0.017	0.005	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.169	0.139	1.000	0.136	0.135	0.144	0.019	0.037	0.024	0.033	0.026	0.000	0.007	0.046
objetivo_credito_PAGO_DEUDAS	0.032	0.000	0.012	0.002	0.000	0.000	0.000	0.000	0.000	0.000	0.061	0.003	0.003	0.000	0.000	0.000	0.000	0.000	0.044	0.000	0.019	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.244	0.201	0.136	1.000	0.196	0.208	0.011	0.000	0.013	0.043	0.000	0.000	0.092	0.014
objetivo_credito_PERSONAL	0.017	0.000	0.023	0.010	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.020	0.006	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.243	0.200	0.135	0.196	1.000	0.208	0.027	0.009	0.034	0.017	0.020	0.000	0.000	0.017
objetivo_credito_SALUD	0.000	0.000	0.022	0.039	0.000	0.000	0.000	0.005	0.000	0.000	0.041	0.000	0.000	0.000	0.007	0.007	0.024	0.045	0.034	0.000	0.000	0.000	0.000	0.017	0.000	0.005	0.000	0.000	0.007	0.000	0.259	0.213	0.144	0.208	0.208	1.000	0.000	0.013	0.000	0.040	0.038	0.000	0.000	0.027
operaciones_ult_12m	-0.037	0.058	0.000	0.007	0.170	0.029	0.039	0.140	0.458	0.458	0.241	0.323	0.323	0.879	0.168	0.168	0.006	-0.000	0.130	0.030	0.000	0.035	0.000	0.000	0.000	0.000	0.175	0.091	0.060	0.139	0.000	0.000	0.019	0.011	0.027	0.000	1.000	-0.084	0.056	0.135	0.164	0.000	0.038	-0.219
pct_ingreso	0.035	-0.005	0.000	-0.038	0.057	0.003	0.000	0.038	0.039	0.039	0.401	0.039	0.039	-0.073	0.068	0.068	-0.008	0.739	-0.296	0.020	0.000	0.018	0.019	0.000	0.015	0.011	0.000	0.000	0.000	0.000	0.025	0.005	0.037	0.000	0.009	0.013	-0.084	1.000	0.023	0.053	0.039	0.037	0.045	0.091
personas_a_cargo	-0.115	-0.003	0.016	0.000	0.022	0.039	0.030	0.038	0.020	0.020	0.000	0.016	0.016	0.059	0.000	0.000	-0.008	0.031	0.019	0.049	0.028	0.000	0.012	0.010	0.000	0.016	0.030	0.029	0.000	0.014	0.000	0.000	0.024	0.013	0.034	0.000	0.056	0.023	1.000	0.000	0.000	0.000	0.015	-0.010
situacion_vivienda_ALQUILER	0.030	0.000	0.006	0.000	0.016	0.013	0.000	0.022	0.053	0.053	0.206	0.072	0.072	0.151	0.039	0.039	0.030	0.190	0.156	0.000	0.011	0.000	0.000	0.006	0.005	0.005	0.017	0.000	0.000	0.016	0.000	0.045	0.033	0.043	0.017	0.040	0.135	0.053	0.000	1.000	0.851	0.076	0.341	0.143
situacion_vivienda_HIPOTECA	0.034	0.000	0.012	0.023	0.014	0.003	0.000	0.017	0.054	0.054	0.165	0.074	0.074	0.180	0.041	0.041	0.027	0.168	0.120	0.022	0.000	0.000	0.000	0.000	0.000	0.003	0.025	0.007	0.000	0.019	0.000	0.000	0.026	0.000	0.020	0.038	0.164	0.039	0.000	0.851	1.000	0.039	0.184	0.148
situacion_vivienda_OTROS	0.000	0.000	0.000	0.023	0.008	0.000	0.000	0.000	0.000	0.000	0.022	0.012	0.012	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.037	0.000	0.076	0.039	1.000	0.009	0.028
situacion_vivienda_PROPIA	0.000	0.000	0.000	0.024	0.000	0.000	0.000	0.000	0.000	0.000	0.099	0.000	0.000	0.038	0.000	0.000	0.000	0.056	0.086	0.012	0.015	0.000	0.004	0.000	0.012	0.000	0.004	0.003	0.000	0.000	0.000	0.091	0.007	0.092	0.000	0.000	0.038	0.045	0.015	0.341	0.184	0.009	1.000	0.000
tasa_interes	0.008	-0.065	0.016	0.005	0.000	0.009	0.025	0.000	0.318	0.318	0.382	0.561	0.561	-0.187	0.005	0.005	-0.026	0.073	-0.026	0.004	0.000	0.012	0.000	0.011	0.000	0.000	0.000	0.019	0.000	0.000	0.035	0.030	0.046	0.014	0.017	0.027	-0.219	0.091	-0.010	0.143	0.148	0.028	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	id_cliente	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	nivel_tarjeta_Blue	nivel_tarjeta_Gold	nivel_tarjeta_Platinum	nivel_tarjeta_Silver
0	713061558.0	22	35000	3	123.0	59000	0.59	16.02	1	36.0	1088.0	4010.0	24.0	2.0	True	False	False	False	False	False	False	False	True	False	False	True	True	False	False	False	True	False	False	True	False	False	False	False	True	False	True	False	False	False
1	768805383.0	21	1000	2	5.0	9600	0.10	11.14	0	39.0	1144.0	12691.0	42.0	3.0	False	False	False	True	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	True	False	False	True	False	False	False
2	818770008.0	25	5500	3	1.0	9600	0.57	12.87	1	44.0	1291.0	8256.0	33.0	5.0	False	True	False	False	False	False	False	False	False	True	True	False	False	False	False	True	True	False	True	False	False	False	False	False	True	False	True	False	False	False
3	713982108.0	23	35000	2	4.0	65500	0.53	15.23	1	36.0	1887.0	3418.0	20.0	3.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	False	False	False	False	True	False	True	False	False	False
4	710821833.0	24	35000	4	8.0	54400	0.55	14.27	1	54.0	1314.0	9095.0	26.0	1.0	True	False	False	False	False	False	False	False	False	True	False	True	True	False	False	False	True	False	False	True	True	False	False	False	False	False	True	False	False	False
5	769911858.0	21	2500	2	2.0	9900	0.25	7.14	1	34.0	1171.0	3313.0	20.0	4.0	False	False	False	True	False	True	False	False	False	False	True	False	False	True	False	False	True	False	True	False	False	False	False	True	False	False	True	False	False	False
6	709106358.0	26	35000	3	8.0	77100	0.45	12.42	1	21.0	816.0	4716.0	28.0	3.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	False	False	True	True	False	False	False
7	810347208.0	24	35000	4	5.0	78956	0.44	11.11	1	46.0	1330.0	34516.0	31.0	4.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	True	False	False	False	False	False	False	True	False	False
8	818906208.0	24	35000	2	8.0	83000	0.42	8.90	1	27.0	1538.0	29081.0	36.0	0.0	True	False	False	False	False	False	False	False	True	False	True	False	False	True	False	False	True	False	False	True	False	False	False	True	False	False	False	False	False	True
9	710930508.0	21	1600	3	6.0	10000	0.16	14.74	1	36.0	1350.0	22352.0	24.0	3.0	False	False	False	True	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	False	True	True	False	False	False

	id_cliente	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	nivel_tarjeta_Blue	nivel_tarjeta_Gold	nivel_tarjeta_Platinum	nivel_tarjeta_Silver
10113	710841183.0	22	9000	3	4.0	65000	0.14	9.63	0	34.0	15577.0	13940.0	114.0	1.0	False	True	False	False	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	True	False	False	True	False	False	False
10114	713899383.0	25	9500	2	4.0	61000	0.16	7.51	0	50.0	14596.0	3688.0	120.0	1.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	True	False	False	False	False	False	True	False	True	False	False	False
10115	772366833.0	25	9500	3	2.0	68000	0.14	7.14	0	40.0	15476.0	4003.0	117.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False	True	False	False	False
10116	710638233.0	24	9500	3	4.0	58650	0.14	16.49	1	25.0	8764.0	4277.0	69.0	2.0	True	False	False	False	False	False	False	False	False	True	True	False	False	False	True	False	False	True	False	True	True	False	False	False	False	False	True	False	False	False
10117	708564858.0	22	9500	4	1.0	69000	0.14	15.33	1	20.0	9338.0	34516.0	73.0	2.0	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	False	False	True	False	True	False	False	False	False	False	True	False	True	False	False
10118	713755458.0	25	7000	4	9.0	65000	0.11	11.66	0	36.0	10310.0	9959.0	63.0	1.0	False	False	False	True	False	False	False	False	True	False	False	True	False	True	False	False	False	True	False	True	True	False	False	False	False	False	True	False	False	False
10119	717406983.0	22	9575	3	1.0	43000	0.22	6.62	0	36.0	8395.0	5281.0	62.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	True	False	False	False	True	False	True	False	False	False	False	True	False	True	False	False	False
10120	716506083.0	22	9600	2	0.0	21600	0.44	7.49	1	36.0	10291.0	5409.0	60.0	1.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	True	False	False	True	False	False	False
10121	714337233.0	23	9600	2	3.0	22000	0.44	13.16	1	25.0	10294.0	10388.0	61.0	2.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	False	True	False	False	False	False	True
10122	716893683.0	24	3600	4	8.0	65004	0.06	13.49	0	47.0	6009.0	14657.0	53.0	3.0	False	True	False	False	False	False	True	False	False	False	False	True	False	False	False	True	False	True	True	False	False	False	False	False	False	True	True	False	False	False

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample